{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a102e471",
   "metadata": {},
   "source": [
    "# Trade-Policy Dynamics: Evidence from 60 Years of U.S.-China Trade\n",
    "Alessandria,  Khan, Khederlarian, Ruhl, and Steinberg\n",
    "\n",
    "**inputs:**  agg-tar-trade.csv</br>\n",
    "&emsp; &emsp; &emsp; res_tar.csv </br> \n",
    "&emsp; &emsp; &emsp; ecm-lp.csv </br>\n",
    "&emsp; &emsp; &emsp; gap-elast.csv </br> \n",
    "&emsp; &emsp; &emsp; gap-applied.csv </br>\n",
    "&emsp; &emsp; &emsp; model_agg_trade.csv</br>\n",
    "&emsp; &emsp; &emsp; model_pv_tau.csv</br> \n",
    "&emsp; &emsp; &emsp; model_probs.csv</br>\n",
    "&emsp; &emsp; &emsp; model_gap_coeffs.csv </br>\n",
    "&emsp; &emsp; &emsp; model_probs_const_tpu.csv</br>\n",
    "&emsp; &emsp; &emsp; model_gap_coeffs_const_tpu.csv</br>\n",
    "&emsp; &emsp; &emsp; emp-effects.csv</br>\n",
    "&emsp; &emsp; &emsp; jpe.mplstyle (a matplotlib style file)</br>\n",
    "\n",
    "\n",
    "**outputs:** fig1.pdf</br>\n",
    "&emsp; &emsp; &emsp; fig2.pdf</br>\n",
    "&emsp; &emsp; &emsp; fig3.pdf</br>\n",
    "&emsp; &emsp; &emsp; fig4.pdf</br>\n",
    "&emsp; &emsp; &emsp; fig5.pdf</br>\n",
    "&emsp; &emsp; &emsp; fig6.pdf </br> \n",
    "&emsp; &emsp; &emsp; fig7.pdf </br>\n",
    "&emsp; &emsp; &emsp; numbers for the paper text.csv\n",
    "\n",
    "This file creates the final versions of figures 1--7 in the manuscript. The outputs are also saved as eps files. \n",
    "\n",
    "This code creates the file `numbers for the paper text.csv` which will list all the values reported in the manuscript text."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fee2d2d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import statsmodels.formula.api as smf\n",
    "import statsmodels.api as sm\n",
    "import math\n",
    "\n",
    "plt.style.use('jpe.mplstyle')\n",
    "textsize=7\n",
    "\n",
    "dir_mint= '../11 Code structural model/scripts/figs/'\n",
    "dir_eint = '../20 Intermediate files/'\n",
    "dir_out = '../30 Final output files/'\n",
    "\n",
    "# Create a df to hold the numbers in the manuscript text. This file and `10 tables.ipynb` populate it.\n",
    "text_nums = pd.DataFrame(columns=['text'], index=['1.'+str(i) for i in range(1,10)] \n",
    "                                               + ['2.'+str(i) for i in range(1,18)]\n",
    "                                               + ['4.'+str(i) for i in range(1,20)]\n",
    "                                               + ['5.'+str(i) for i in range(1,13)]\n",
    "                                               )\n",
    "text_nums.index.name = 'pos'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5e86035",
   "metadata": {},
   "source": [
    "# Figure 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1e293aa8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                             text\n",
      "pos                              \n",
      "2.10  tariff fell from 35 percent\n",
      "2.11           to about 8 percent\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x530 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "agg = pd.read_csv(dir_eint+'agg-tar-trade.csv', index_col='year')\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(agg.index, agg['temp_tar_unwgt_p50'], ls='--')\n",
    "ax.plot(agg.index, agg['temp_tar_unwgt_p25'], ls=':')\n",
    "ax.plot(agg.index, agg['temp_tar_unwgt_p75'], ls=':')\n",
    "ax1 = ax.twinx()\n",
    "ax1.plot(agg.index, agg['tempshare'], color='black')\n",
    "ax.spines['right'].set_visible(True)\n",
    "ax.set_ylabel('Applied duties (unweighted)')\n",
    "ax1.set_ylabel('Import share (%)')\n",
    "\n",
    "for l in [1980, 1990, 2001]:\n",
    "    ax.axvline(x=l, color='black', ls='--', lw=0.75)\n",
    "\n",
    "ax.text(1992, 0.33, 'Trade (right)', fontsize=textsize)\n",
    "ax.text(1993, 0.08, 'Tariffs (left)', fontsize=textsize)\n",
    "ax.text(2001.5, 0.49, 'PNTR access', fontsize=textsize)\n",
    "ax.text(1980.5, 0.49, 'NTR access', fontsize=textsize)\n",
    "ax.text(1990.5, 0.49, 'Congress votes', fontsize=textsize)\n",
    "\n",
    "# Change the tick labels to their values, rather than their log values.\n",
    "yl = ax1.get_yticklabels()\n",
    "ax1.set_yticks([(y.get_position()[1]) for y in yl])\n",
    "ax1.set_yticklabels([ '{:.1f}'.format(np.exp(y.get_position()[1])*100) for y in yl])\n",
    "\n",
    "plt.savefig(dir_out+'fig1.pdf', bbox_inches='tight', dpi=800)\n",
    "plt.savefig(dir_out+'fig1.eps', bbox_inches='tight', dpi=800)\n",
    "\n",
    "\n",
    "# Numbers in text\n",
    "text_nums.loc['2.10'] = f'tariff fell from {agg.loc[1979,\"temp_tar_unwgt_p50\"]*100:.0f} percent'\n",
    "text_nums.loc['2.11'] = f'to about {agg.loc[1980,\"temp_tar_unwgt_p50\"]*100:.0f} percent'\n",
    "\n",
    "print(text_nums.loc[['2.10', '2.11']])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4cf20d7",
   "metadata": {},
   "source": [
    "# Figure 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e2cf996b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a list. Each element of the list is a list with all the observations from\n",
    "# one year. The box-whisker plot needs it formatted this way.\n",
    "\n",
    "rt = pd.read_csv(dir_eint+'res_tar.csv')\n",
    "rt = rt.dropna()\n",
    "\n",
    "years = rt['year'].unique()\n",
    "years.sort()\n",
    "\n",
    "x = []\n",
    "for y in years: \n",
    "    x.append( list(rt[rt['year']==y][ 'res_tar']) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a205438b",
   "metadata": {},
   "outputs": [],
   "source": [
    "est = pd.read_csv(dir_eint+'ecm-lp.csv', index_col='temp_yr')\n",
    "est = est.loc[1:25,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9a7c9d88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pos</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1.3</th>\n",
       "      <td>traiffs is almost 6 times the short-run response</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.4</th>\n",
       "      <td>as long as 19 years</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.12</th>\n",
       "      <td>trade elasticity is -2.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.13</th>\n",
       "      <td>the long-run elasticity is -7.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.14</th>\n",
       "      <td>China takes 6 years</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.15</th>\n",
       "      <td>adjustment takes 10 years and</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.16</th>\n",
       "      <td>90 percent takes 19 years</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.15</th>\n",
       "      <td>the long-run elasticity of -7.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.18</th>\n",
       "      <td>In table 3: LR trade elast. -7.93</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  text\n",
       "pos                                                   \n",
       "1.3   traiffs is almost 6 times the short-run response\n",
       "1.4                                as long as 19 years\n",
       "2.12                         trade elasticity is -2.22\n",
       "2.13                  the long-run elasticity is -7.93\n",
       "2.14                               China takes 6 years\n",
       "2.15                     adjustment takes 10 years and\n",
       "2.16                         90 percent takes 19 years\n",
       "4.15                  the long-run elasticity of -7.93\n",
       "4.18                 In table 3: LR trade elast. -7.93"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x530 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figs, axs = plt.subplots(1,2)\n",
    "axs[0].boxplot(x, sym='', showbox=True, showcaps=False,  medianprops=dict(lw=1.0, color='black'),\n",
    "               showmeans=False, whiskerprops=dict(lw=0.75), boxprops=dict(lw=0.75))\n",
    "\n",
    "axs[0].set_xticks(range(1,35,10))\n",
    "axs[0].set_xticklabels(years[:40:10])\n",
    "axs[0].axhline(y=0, color='black', lw=0.5)\n",
    "axs[0].text(2, 0.3, 'A')\n",
    "\n",
    "axs[1].plot(est.index, est['temp_beta_ecm'], color='black')\n",
    "# axs[1].fill_between(est.index, est['temp_lb_ecm'], est['temp_ub_ecm'], color='black', alpha=0.03, label='95% confidence')\n",
    "axs[1].fill_between(est.index, est['temp_lb_ecm'], est['temp_ub_ecm'], color='whitesmoke', label='95% confidence')\n",
    "axs[1].set_ylim(0,12)\n",
    "axs[1].text(1.0,11.4,'B')\n",
    "\n",
    "axs[1].plot(est.index, est['temp_beta2'], color='black', lw=1, ls='--')\n",
    "# axs[1].fill_between(est.index, est['temp_ll2'], est['temp_ul2'], color='black', alpha=0.03, label='95% confidence')\n",
    "axs[1].fill_between(est.index, est['temp_ll2'], est['temp_ul2'], color='whitesmoke', label='95% confidence')\n",
    "\n",
    "plt.savefig(dir_out+'fig2.pdf', bbox_inches='tight', dpi=800)\n",
    "plt.savefig(dir_out+'fig2.eps', bbox_inches='tight', dpi=800)\n",
    "# axs[1].legend(loc='upper left')\n",
    "\n",
    "# Numbers in text\n",
    "text_nums.loc['1.3', 'text'] = f'traiffs is almost {round(est.loc[25,\"temp_beta2\"]/est.loc[1,\"temp_beta2\"])} times the short-run response' \n",
    "\n",
    "temp = (est[\"temp_beta2\"]-est.loc[1,\"temp_beta2\"])\n",
    "temp = temp/temp.loc[25]\n",
    "yr = round(temp[temp>=0.9].head(1).index.values[0])\n",
    "text_nums.loc['1.4', 'text'] = f'as long as {yr} years'\n",
    "text_nums.loc['2.16', 'text'] = f'90 percent takes {yr} years'\n",
    "yr = round(temp[temp>=0.5].head(1).index.values[0])\n",
    "text_nums.loc['2.15', 'text'] = f'adjustment takes {yr} years and'\n",
    "\n",
    "text_nums.loc['2.12'] = f'trade elasticity is {-1*est.loc[1,\"temp_beta_ecm\"]:.2f}'\n",
    "text_nums.loc['2.13'] = f'the long-run elasticity is {-1*est.loc[25,\"temp_beta_ecm\"]:.2f}'\n",
    "text_nums.loc['4.15'] = f'the long-run elasticity of {-1*est.loc[25,\"temp_beta_ecm\"]:.2f}'\n",
    "text_nums.loc['4.18'] = f'In table 3: LR trade elast. {-1*est.loc[25,\"temp_beta_ecm\"]:.2f}'\n",
    "\n",
    "temp = (est[\"temp_beta_ecm\"]-est.loc[1,\"temp_beta_ecm\"])\n",
    "temp = temp/temp.loc[25]\n",
    "yr = round(temp[temp>=0.9].head(1).index.values[0])\n",
    "text_nums.loc['2.14'] = f'China takes {yr} years'\n",
    "\n",
    "display(text_nums.loc[['1.3','1.4','2.12','2.13','2.14','2.15','2.16','4.15','4.18']])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d51b27a0",
   "metadata": {},
   "source": [
    "# Figure 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fb4d1469",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x530 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pos</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1.2</th>\n",
       "      <td>high-gap exports grew 10 times faster</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.17</th>\n",
       "      <td>stable around -10, indicating</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       text\n",
       "pos                                        \n",
       "1.2   high-gap exports grew 10 times faster\n",
       "2.17          stable around -10, indicating"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "elas = pd.read_csv(dir_eint+'gap-elast.csv', index_col='year')\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(elas.index, elas['temp_b'], color='black')\n",
    "# ax.fill_between(elas.index, elas['temp_lb'], elas['temp_ub'], color='black', alpha=0.05, label='95% confidence')\n",
    "ax.fill_between(elas.index, elas['temp_lb'], elas['temp_ub'], color='whitesmoke', label='95% confidence')\n",
    "\n",
    "ax.axhline(y=0, color='black', lw=0.75)\n",
    "ax.axvline(x=1980, color='black', ls='--', alpha=0.8)\n",
    "ax.axvline(x=2001, color='black', ls='--', alpha=0.8)\n",
    "\n",
    "ax.text(1980.5, -1.6, 'Conditional NTR', fontsize=textsize)\n",
    "ax.text(2000.5, -10, 'Permanent NTR', fontsize=textsize, ha='right')\n",
    "\n",
    "ax.set_ylabel('Elasticity of trade to NTR gap')\n",
    "# ax.legend()\n",
    "\n",
    "plt.savefig(dir_out+'fig3.pdf', bbox_inches='tight', dpi=800)\n",
    "plt.savefig(dir_out+'fig3.eps', bbox_inches='tight', dpi=800)\n",
    "plt.show()\n",
    "\n",
    "# Numbers in the text\n",
    "text_nums.loc['1.2'] = f'high-gap exports grew {elas.loc[1985:1993, \"temp_b\"].mean()/elas.loc[2000:2006, \"temp_b\"].mean():1.0f} times faster'\n",
    "text_nums.loc['2.17'] = f'stable around {elas.loc[1974:1979, \"temp_b\"].mean():1.0f}, indicating'\n",
    "\n",
    "display(text_nums.loc[['1.2','2.17']])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19ba0c73",
   "metadata": {},
   "source": [
    "# Figure 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bc8dc46b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kimru\\AppData\\Local\\Temp\\ipykernel_36724\\101612024.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  return pars[0] + x*pars[1]\n",
      "C:\\Users\\kimru\\AppData\\Local\\Temp\\ipykernel_36724\\101612024.py:22: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.text(1.1, 0.8, 'y = {:.2f}x'.format( res.params[1]), fontsize=textsize)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x530 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gap = pd.read_csv(dir_eint+'gap-applied.csv')\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.set_yticks(np.arange(0,1.6,0.5))\n",
    "ax.set_xticks(np.arange(0,1.6,0.5))\n",
    "_, xmax = ax.get_xlim()\n",
    "_, ymax = ax.get_ylim()\n",
    "\n",
    "ax.plot(gap['gap_med'], gap['temp_gap1'], color='black', marker='o', markerfacecolor='white', ls='')\n",
    "ax.set_xlabel('NTR gap')\n",
    "ax.set_ylabel(r'$\\Delta$ applied duties 1981$-$1979')\n",
    "\n",
    "# Plot the 45 degree line\n",
    "ax.plot([0,xmax], [0,xmax], color='black', ls='--')\n",
    "ax.text(1.2, 1.35, 'y = x', fontsize=textsize)\n",
    "\n",
    "# Estimate and plot the fitted line\n",
    "res = smf.ols('temp_gap1~gap_med', data=gap).fit()\n",
    "def lbf(x, pars):\n",
    "    return pars[0] + x*pars[1]\n",
    "ax.plot([0, xmax], [lbf(0, res.params), lbf(xmax, res.params)])\n",
    "ax.text(1.1, 0.8, 'y = {:.2f}x'.format( res.params[1]), fontsize=textsize)\n",
    "\n",
    "plt.savefig(dir_out+'fig4.pdf', bbox_inches='tight', dpi=800)\n",
    "plt.savefig(dir_out+'fig4.eps', bbox_inches='tight', dpi=800)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73bf001d",
   "metadata": {},
   "source": [
    "# Figure 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e426910b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pos</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1.1</th>\n",
       "      <td>NTR tariffs, was about 30 percent.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.5</th>\n",
       "      <td>1970s was about 30 percent.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.6</th>\n",
       "      <td>high, peaking at 59 percent in 1981.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.7</th>\n",
       "      <td>it had fallen to 5 percent.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.8</th>\n",
       "      <td>fell by less than 2 percentage points</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.19</th>\n",
       "      <td>In table 3: Prob. NNTR to NTR 28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.1</th>\n",
       "      <td>regime was about 28 percent.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.2</th>\n",
       "      <td>was initially 19 percent in 1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.3</th>\n",
       "      <td>sharply 59 percent in 1981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.4</th>\n",
       "      <td>had fallen to 1.1 percent.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.5</th>\n",
       "      <td>was, on average, 61 percent.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.6</th>\n",
       "      <td>56 percent during the 1990s</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.7</th>\n",
       "      <td>73 percent during the 2000s.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       text\n",
       "pos                                        \n",
       "1.1      NTR tariffs, was about 30 percent.\n",
       "1.5             1970s was about 30 percent.\n",
       "1.6    high, peaking at 59 percent in 1981.\n",
       "1.7             it had fallen to 5 percent.\n",
       "1.8   fell by less than 2 percentage points\n",
       "4.19       In table 3: Prob. NNTR to NTR 28\n",
       "5.1            regime was about 28 percent.\n",
       "5.2        was initially 19 percent in 1980\n",
       "5.3              sharply 59 percent in 1981\n",
       "5.4              had fallen to 1.1 percent.\n",
       "5.5            was, on average, 61 percent.\n",
       "5.6             56 percent during the 1990s\n",
       "5.7            73 percent during the 2000s."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1 = pd.read_csv(dir_mint+'model_gap_coeffs.csv', index_col='xaxis')\n",
    "df2 = pd.read_csv(dir_mint+'model_probs.csv', index_col='xaxis')\n",
    "df3 = pd.read_csv(dir_mint+'model_pv_tau.csv', index_col='xaxis')\n",
    "df4 = pd.read_csv(dir_mint+'model_agg_trade.csv', index_col='xaxis')\n",
    "\n",
    "figs, axs = plt.subplots(2,2, figsize=(4.25,4.0))\n",
    "\n",
    "axs[0][0].plot(df1.index, df1['Data'], ls='', marker='o', markersize=2.5, mfc='white', markeredgecolor='gray', label='Data')\n",
    "axs[0][0].plot(df1.index, df1['Model: with TPU'], label='Model: with TPU')\n",
    "axs[0][0].plot(df1.index, df1['Model: no TPU'], ls='--', label='Model: no TPU')\n",
    "axs[0][0].axhline(y=0, lw=0.75, color='black')\n",
    "axs[0][0].text(1975, -2, 'A')\n",
    "\n",
    "axs[0][1].plot(df2.index, df2['MFN to NNTR'], label='MFN to NNTR')\n",
    "axs[0][1].plot([1973,1979], [df2['NNTR to MFN'].min(),df2['NNTR to MFN'].min()], ls='--', label='NNTR to MFN')\n",
    "axs[0][1].text(1975, 0.54, 'B')\n",
    "\n",
    "axs[1][0].plot(df3.index, df3['Applied tariff'], ls='', marker='o', markersize=2.5, mfc='white', markeredgecolor='gray', markevery=2, label='Tariff')\n",
    "axs[1][0].plot(df3.index, df3['Discounted: with TPU'], label='Discounted: with TPU')\n",
    "axs[1][0].plot(df3.index, df3['Discounted: no TPU'], ls='--', label='Discounted: no TPU')\n",
    "axs[1][0].text(1975, 0.24, 'C')\n",
    "\n",
    "axs[1][1].plot(df4.index, df4['Model'], ls='--', label='With TPU')\n",
    "axs[1][1].plot(df4.index, df4['No TPU'], label='No TPU')\n",
    "axs[1][1].text(1975, 2.22, 'D')\n",
    "\n",
    "for ax in axs.flatten():\n",
    "    ax.set_xlim(1973, 2010)\n",
    "    ax.axvline(x=1980, lw=0.75, color='black', ls=':')\n",
    "    ax.axvline(x=2001, lw=0.75, color='black', ls=':')\n",
    "    ax.legend(fontsize=5)\n",
    "\n",
    "axs[1][1].legend(loc='lower right', fontsize=5)\n",
    "axs[0][1].legend(loc='upper right', fontsize=5)\n",
    "\n",
    "plt.savefig(dir_out+'fig5.pdf', bbox_inches='tight', dpi=800)\n",
    "plt.savefig(dir_out+'fig5.eps', bbox_inches='tight', dpi=800)\n",
    "\n",
    "# Numbers in text \n",
    "text_nums.loc['1.1', 'text'] = f'NTR tariffs, was about {round(df2.loc[1980,\"NNTR to MFN\"], 1)*100:.0f} percent.' \n",
    "text_nums.loc['1.5', 'text'] = f'1970s was about {round(df2.loc[1980,\"NNTR to MFN\"], 1)*100:.0f} percent.' \n",
    "text_nums.loc['1.6', 'text'] = f'high, peaking at {round(df2[\"MFN to NNTR\"].max(),2)*100:.0f} percent in {df2[\"MFN to NNTR\"].idxmax()}.' \n",
    "text_nums.loc['1.7', 'text'] = f'it had fallen to {df2.loc[1997:2000,\"MFN to NNTR\"].mean()*100:.0f} percent.' \n",
    "text_nums.loc['1.8', 'text'] = f'fell by less than {math.ceil(-100*(df2.loc[2007,\"MFN to NNTR\"]-df2.loc[1999,\"MFN to NNTR\"]))} percentage points' \n",
    "text_nums.loc['4.19', 'text'] = f'In table 3: Prob. NNTR to NTR {df2.loc[1980,\"NNTR to MFN\"]*100:0.0f}'\n",
    "text_nums.loc['5.1', 'text'] = f'regime was about {df2.loc[1980,\"NNTR to MFN\"]*100:0.0f} percent.'\n",
    "text_nums.loc['5.2', 'text'] = f'was initially {df2.loc[1980,\"MFN to NNTR\"]*100:0.0f} percent in 1980'\n",
    "text_nums.loc['5.3', 'text'] = f'sharply {df2.loc[1981,\"MFN to NNTR\"]*100:0.0f} percent in 1981'\n",
    "text_nums.loc['5.4', 'text'] = f'had fallen to {df2.loc[2007,\"MFN to NNTR\"]*100:0.1f} percent.'\n",
    "\n",
    "contrib_80 = ((df1.loc[1981:1989, 'Model: with TPU'] - df1.loc[1981:1989, 'Model: no TPU'])/df1.loc[1981:1989, 'Model: with TPU']).mean()\n",
    "contrib_90 = ((df1.loc[1990:1999, 'Model: with TPU'] - df1.loc[1990:1999, 'Model: no TPU'])/df1.loc[1990:1999, 'Model: with TPU']).mean()\n",
    "contrib_00 = ((df1.loc[2000:2007, 'Model: with TPU'] - df1.loc[2000:2007, 'Model: no TPU'])/df1.loc[2000:2007, 'Model: with TPU']).mean()\n",
    "\n",
    "text_nums.loc['5.5', 'text'] = f'was, on average, {contrib_80*100:0.0f} percent.'\n",
    "text_nums.loc['5.6', 'text'] = f' {contrib_90*100:0.0f} percent during the 1990s'\n",
    "text_nums.loc['5.7', 'text'] = f' {contrib_00*100:0.0f} percent during the 2000s.'\n",
    "\n",
    "display(text_nums.loc[['1.1', '1.5', '1.6', '1.7', '1.8','4.19','5.1','5.2','5.3','5.4','5.5','5.6','5.7']])\n",
    "\n",
    "# Need this in the next panel\n",
    "diff_90_00_bench = df2.loc[1992:2000,'MFN to NNTR'].mean()-df2.loc[2000:2007,'MFN to NNTR'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f8c7592",
   "metadata": {},
   "source": [
    "# Figure 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "25d18e12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pos</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5.10</th>\n",
       "      <td>model is about 5 percent.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.11</th>\n",
       "      <td>model is 16 percent.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.12</th>\n",
       "      <td>1990s and more than 8 times</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             text\n",
       "pos                              \n",
       "5.10    model is about 5 percent.\n",
       "5.11         model is 16 percent.\n",
       "5.12  1990s and more than 8 times"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x530 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1 = pd.read_csv(dir_mint+'model_gap_coeffs_const_tpu.csv', index_col='xaxis')\n",
    "df2 = pd.read_csv(dir_mint+'model_probs_const_tpu.csv', index_col='xaxis')\n",
    "\n",
    "figs, axs = plt.subplots(1,2)\n",
    "\n",
    "axs[0].plot(df1.index, df1['Data'], ls='', marker='o', markersize=2.5, mfc='white', markeredgecolor='gray', label='Data')\n",
    "axs[0].plot(df1.index, df1['Benchmark: with TPU'], label='Benchmark: with TPU')\n",
    "axs[0].plot(df1.index, df1['Const. TPU from 1980'], ls='--', label='Const TPU from 1980')\n",
    "axs[0].plot(df1.index, df1['Const. TPU from 1990'], ls='-', label='Const TPU from 1990', marker='x', markersize=3, markevery=3)\n",
    "axs[0].axhline(y=0, lw=0.75, color='black')\n",
    "axs[0].set_yticks(range(-20,1,5))\n",
    "axs[0].legend(fontsize=5)\n",
    "axs[0].set_xlim(1973, 2010)\n",
    "axs[0].axvline(x=1980, lw=0.75, color='black', ls=':')\n",
    "axs[0].text(1975, 0.2, 'A')\n",
    "\n",
    "axs[1].plot(df2.index, df2['Benchmark'], label='Benchmark', ls='-')\n",
    "axs[1].plot(df2.index, df2['Const. TPU from 1980'], label='Const TPU from 1980', ls='--')\n",
    "axs[1].plot(df2.index, df2['Const. TPU from 1990'], label='Const TPU from 1990', marker='x', markersize=3, markevery=3)\n",
    "axs[1].set_xlim(1979, 2010)\n",
    "axs[1].text(1982, 0.605, 'B')\n",
    "\n",
    "for ax in axs.flatten():\n",
    "    ax.axvline(x=2001, lw=0.75, color='black', ls=':')\n",
    "    \n",
    "\n",
    "plt.savefig(dir_out+'fig6.pdf', bbox_inches='tight', dpi=800)\n",
    "plt.savefig(dir_out+'fig6.eps', bbox_inches='tight', dpi=800)\n",
    "\n",
    "# Numbers in text\n",
    "text_nums.loc['5.10', 'text'] = f'model is about {df2.loc[1980,\"Const. TPU from 1980\"]*100:0.0f} percent.'\n",
    "text_nums.loc['5.11', 'text'] = f'model is {df2.loc[1990,\"Const. TPU from 1990\"]*100:0.0f} percent.'\n",
    "text_nums.loc['5.12', 'text'] = f'1990s and more than {df2.loc[1990,\"Const. TPU from 1990\"]/diff_90_00_bench:.0f} times'\n",
    "\n",
    "display(text_nums.loc[['5.10','5.11','5.12']])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9802d156",
   "metadata": {},
   "source": [
    "# Figure 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3a31a854",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x530 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "emp = pd.read_csv(dir_eint+'emp-effects.csv', index_col='year')\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "l1, = ax.plot(emp.index, emp['temp_beta1'], label='Baseline')\n",
    "l2, = ax.plot(emp.index, emp['temp_beta2'], label='w/o TFP', ls='--')\n",
    "l3, = ax.plot(emp.index, emp['temp_beta3'], label='w/o TFP, abs, exp', ls=':')\n",
    "l4, = ax.plot(emp.index, emp['temp_beta4'], label='w/o het coefs, tfp, ab, exp', ls='-', marker='o', markersize=3, mfc='white', markevery=2)\n",
    "l5, = ax.plot(emp.index, emp['temptradecoeff'], label='trade coefs', ls='-', marker='s', markersize=3, mfc='white', markevery=2)\n",
    "\n",
    "# ax.fill_between(emp.index, emp['temp_beta1_lb'], emp['temp_beta1_ub'], color='black', alpha=0.05, label='95% confidence')\n",
    "ax.fill_between(emp.index, emp['temp_beta1_lb'], emp['temp_beta1_ub'], color='whitesmoke', label='95% confidence')\n",
    "\n",
    "ax.axvline(x=1980, lw=0.75, color='black', ls=':')\n",
    "ax.axvline(x=2001, lw=0.75, color='black', ls=':')\n",
    "ax.axhline(y=0, color='black', lw=0.75)\n",
    "\n",
    "lg1 = ax.legend(handles=[l1, l2, l3], bbox_to_anchor=(0.65,0.75), fontsize=7)\n",
    "ax.add_artist(lg1)\n",
    "ax.legend(handles=[l4, l5], fontsize=7, bbox_to_anchor=(0.57,0.223))\n",
    "\n",
    "ax.set_yticks(np.arange(0,2.1,0.5))\n",
    "\n",
    "plt.savefig(dir_out+'fig7.pdf', bbox_inches='tight', dpi=800)\n",
    "plt.savefig(dir_out+'fig7.eps', bbox_inches='tight', dpi=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "083f4373",
   "metadata": {},
   "source": [
    "## Save the numbers for the paper's text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7fff2a04",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                    text\n",
      "pos                                     \n",
      "2.1  Our sample contains 1,469 goods and\n"
     ]
    }
   ],
   "source": [
    "text_nums.loc['2.1', 'text'] = f'Our sample contains {pd.read_stata(dir_eint+\"inputs_calibration_g.dta\").shape[0]:,} goods and'\n",
    "print(text_nums.loc[['2.1']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d6b373c6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 text\n",
      "pos                                  \n",
      "5.8  data, we find \\beta = -0.67, and\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "f = open(dir_eint+'ps_results.csv','r')\n",
    "fl = f.readlines()\n",
    "coef = -1*float(re.findall('\\d+(\\.\\d+)?', fl[4].split(',')[1])[0])\n",
    "text_nums.loc['5.8', 'text'] = f'data, we find \\\\beta = {coef:.2f}, and'\n",
    "print(text_nums.loc[['5.8']])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8e934107",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'rho_xi': 0.9075, 'PS regression coefficient for no-TPU model': -0.2998}\n",
      "                                               text\n",
      "pos                                                \n",
      "4.16                        we find \\rho_xi = 0.91.\n",
      "4.17                       Table 3: \\rho_xi = 0.91.\n",
      "5.9         counterfactual, we find \\beta =  -0.30.\n",
      "1.9   accounts for almost 45 percent of the overall\n"
     ]
    }
   ],
   "source": [
    "f = open(dir_out+'other_model_numbers.txt','r')\n",
    "fl = f.readlines()\n",
    "vars = {}\n",
    "for i in fl:\n",
    "    temp = i.split('=')\n",
    "    vars[temp[0].strip()] = float(temp[1].strip())\n",
    "print(vars)\n",
    "text_nums.loc['4.16', 'text'] = f'we find \\\\rho_xi = {vars[\"rho_xi\"]:.2f}.'\n",
    "text_nums.loc['4.17', 'text'] = f'Table 3: \\\\rho_xi = {vars[\"rho_xi\"]:.2f}.'\n",
    "text_nums.loc['5.9', 'text'] = f'counterfactual, we find \\\\beta =  {vars[\"PS regression coefficient for no-TPU model\"]:.2f}.'\n",
    "text_nums.loc['1.9', 'text'] = f'accounts for almost {vars[\"PS regression coefficient for no-TPU model\"]/coef*100:.0f} percent of the overall'\n",
    "print(text_nums.loc[['4.16', '4.17','5.9','1.9']])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "24854846",
   "metadata": {},
   "outputs": [],
   "source": [
    "text_nums.to_csv(dir_out+'numbers for paper text.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "049e810c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "newest",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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     "delete_cmd_postfix": "",
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